Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 499380 |
| Missing cells | 124160 |
| Missing cells (%) | 1.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 89.5 MiB |
| Average record size in memory | 188.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 4 |
| DateTime | 1 |
CYCLE_NUMBER is highly overall correlated with TIME_QC | High correlation |
PRES is highly overall correlated with TEMP | High correlation |
PSAL is highly overall correlated with TEMP | High correlation |
TEMP is highly overall correlated with PRES and 1 other fields | High correlation |
TIME_QC is highly overall correlated with CYCLE_NUMBER | High correlation |
DIRECTION is highly imbalanced (96.3%) | Imbalance |
POSITION_QC is highly imbalanced (98.9%) | Imbalance |
TIME_QC is highly imbalanced (81.6%) | Imbalance |
PSAL has 62263 (12.5%) missing values | Missing |
TEMP has 61897 (12.4%) missing values | Missing |
N_POINTS is uniformly distributed | Uniform |
N_POINTS has unique values | Unique |
Reproduction
| Analysis started | 2025-09-20 15:54:20.605380 |
|---|---|
| Analysis finished | 2025-09-20 15:54:48.285052 |
| Duration | 27.68 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
N_POINTS
Real number (ℝ)
Uniform  Unique 
| Distinct | 499380 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249689.5 |
| Minimum | 0 |
|---|---|
| Maximum | 499379 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 24968.95 |
| Q1 | 124844.75 |
| median | 249689.5 |
| Q3 | 374534.25 |
| 95-th percentile | 474410.05 |
| Maximum | 499379 |
| Range | 499379 |
| Interquartile range (IQR) | 249689.5 |
Descriptive statistics
| Standard deviation | 144158.73 |
|---|---|
| Coefficient of variation (CV) | 0.577352 |
| Kurtosis | -1.2 |
| Mean | 249689.5 |
| Median Absolute Deviation (MAD) | 124845 |
| Skewness | 4.9281174 × 10-16 |
| Sum | 1.2468994 × 1011 |
| Variance | 2.078174 × 1010 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 499379 | 1 | < 0.1% |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 499363 | 1 | < 0.1% |
| 499362 | 1 | < 0.1% |
| 499361 | 1 | < 0.1% |
| 499360 | 1 | < 0.1% |
| 499359 | 1 | < 0.1% |
| 499358 | 1 | < 0.1% |
| Other values (499370) | 499370 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 499379 | 1 | |
| 499378 | 1 | |
| 499377 | 1 | |
| 499376 | 1 | |
| 499375 | 1 | |
| 499374 | 1 | |
| 499373 | 1 | |
| 499372 | 1 | |
| 499371 | 1 | |
| 499370 | 1 |
CYCLE_NUMBER
Real number (ℝ)
High correlation 
| Distinct | 239 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 118.35025 |
| Minimum | 1 |
|---|---|
| Maximum | 564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 42 |
| median | 83 |
| Q3 | 172 |
| 95-th percentile | 324 |
| Maximum | 564 |
| Range | 563 |
| Interquartile range (IQR) | 130 |
Descriptive statistics
| Standard deviation | 110.10941 |
|---|---|
| Coefficient of variation (CV) | 0.93036907 |
| Kurtosis | 4.9310283 |
| Mean | 118.35025 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 2.0524291 |
| Sum | 59101746 |
| Variance | 12124.082 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 77 | 9325 | 1.9% |
| 107 | 8835 | 1.8% |
| 76 | 8794 | 1.8% |
| 79 | 8197 | 1.6% |
| 29 | 7802 | 1.6% |
| 189 | 7580 | 1.5% |
| 28 | 7557 | 1.5% |
| 190 | 7074 | 1.4% |
| 185 | 6866 | 1.4% |
| 78 | 6812 | 1.4% |
| Other values (229) | 420538 |
| Value | Count | Frequency (%) |
| 1 | 2980 | |
| 2 | 1972 | |
| 3 | 488 | 0.1% |
| 4 | 978 | 0.2% |
| 5 | 490 | 0.1% |
| 6 | 490 | 0.1% |
| 12 | 998 | 0.2% |
| 13 | 3115 | |
| 14 | 4111 | |
| 15 | 4609 |
| Value | Count | Frequency (%) |
| 564 | 482 | |
| 563 | 482 | |
| 562 | 482 | |
| 561 | 482 | |
| 560 | 482 | |
| 559 | 482 | |
| 558 | 482 | |
| 557 | 482 | |
| 556 | 482 | |
| 555 | 482 |
DATA_MODE
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.8 MiB |
| A | |
|---|---|
| R | |
| D | 2651 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 270584 | |
| R | 226145 | |
| D | 2651 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 270584 | |
| r | 226145 | |
| d | 2651 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 270584 | |
| R | 226145 | |
| D | 2651 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 270584 | |
| R | 226145 | |
| D | 2651 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 270584 | |
| R | 226145 | |
| D | 2651 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 270584 | |
| R | 226145 | |
| D | 2651 | 0.5% |
DIRECTION
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.8 MiB |
| A | |
|---|---|
| D | 1940 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 497440 | |
| D | 1940 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 497440 | |
| d | 1940 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 497440 | |
| D | 1940 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 497440 | |
| D | 1940 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 497440 | |
| D | 1940 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 497440 | |
| D | 1940 | 0.4% |
PLATFORM_NUMBER
Real number (ℝ)
| Distinct | 364 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4510042.7 |
| Minimum | 1901514 |
|---|---|
| Maximum | 7902312 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 1901514 |
|---|---|
| 5-th percentile | 1902050 |
| Q1 | 1902755 |
| median | 4903783 |
| Q3 | 5906981 |
| 95-th percentile | 7901117 |
| Maximum | 7902312 |
| Range | 6000798 |
| Interquartile range (IQR) | 4004226 |
Descriptive statistics
| Standard deviation | 2128322.2 |
|---|---|
| Coefficient of variation (CV) | 0.47190734 |
| Kurtosis | -1.4855175 |
| Mean | 4510042.7 |
| Median Absolute Deviation (MAD) | 2000348 |
| Skewness | 0.05761734 |
| Sum | 2.2522251 × 1012 |
| Variance | 4.5297556 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5902490 | 13978 | 2.8% |
| 2903955 | 7485 | 1.5% |
| 2903956 | 7455 | 1.5% |
| 5907141 | 7094 | 1.4% |
| 4903839 | 7072 | 1.4% |
| 1902734 | 5489 | 1.1% |
| 7901023 | 5425 | 1.1% |
| 3902490 | 5414 | 1.1% |
| 6990504 | 5401 | 1.1% |
| 6990503 | 4377 | 0.9% |
| Other values (354) | 430190 |
| Value | Count | Frequency (%) |
| 1901514 | 4 | < 0.1% |
| 1901759 | 1494 | |
| 1901760 | 1494 | |
| 1901762 | 1496 | |
| 1901765 | 1496 | |
| 1901766 | 1506 | |
| 1901767 | 2008 | |
| 1901768 | 1506 | |
| 1901769 | 1506 | |
| 1901771 | 1506 |
| Value | Count | Frequency (%) |
| 7902312 | 503 | 0.1% |
| 7902287 | 186 | < 0.1% |
| 7902274 | 1495 | |
| 7902251 | 186 | < 0.1% |
| 7902250 | 438 | 0.1% |
| 7902249 | 186 | < 0.1% |
| 7902248 | 153 | < 0.1% |
| 7902247 | 186 | < 0.1% |
| 7902246 | 159 | < 0.1% |
| 7902244 | 186 | < 0.1% |
POSITION_QC
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.8 MiB |
| 1 | |
|---|---|
| 2 | 498 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 498882 | |
| 2 | 498 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 498882 | |
| 2 | 498 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 498882 | |
| 2 | 498 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 498882 | |
| 2 | 498 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 498882 | |
| 2 | 498 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 498882 | |
| 2 | 498 | 0.1% |
PRES
Real number (ℝ)
High correlation 
| Distinct | 75957 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 462.73376 |
| Minimum | 0 |
|---|---|
| Maximum | 999.98999 |
| Zeros | 37 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 201.2 |
| median | 443.98001 |
| Q3 | 717.57001 |
| 95-th percentile | 939.96002 |
| Maximum | 999.98999 |
| Range | 999.98999 |
| Interquartile range (IQR) | 516.37001 |
Descriptive statistics
| Standard deviation | 294.10308 |
|---|---|
| Coefficient of variation (CV) | 0.63557731 |
| Kurtosis | -1.2228782 |
| Mean | 462.73376 |
| Median Absolute Deviation (MAD) | 256.10001 |
| Skewness | 0.1389846 |
| Sum | 2.3107999 × 108 |
| Variance | 86496.623 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 164 | < 0.1% |
| 6 | 164 | < 0.1% |
| 438 | 159 | < 0.1% |
| 5 | 159 | < 0.1% |
| 2 | 155 | < 0.1% |
| 4 | 154 | < 0.1% |
| 9 | 150 | < 0.1% |
| 8 | 149 | < 0.1% |
| 638 | 149 | < 0.1% |
| 338 | 147 | < 0.1% |
| Other values (75947) | 497830 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 0.005 | 5 | < 0.1% |
| 0.01 | 4 | < 0.1% |
| 0.03 | 5 | < 0.1% |
| 0.032 | 3 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.07 | 3 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 58 | |
| 0.105 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 999.98999 | 1 | < 0.1% |
| 999.980042 | 1 | < 0.1% |
| 999.97998 | 1 | < 0.1% |
| 999.969971 | 2 | < 0.1% |
| 999.960022 | 52 | |
| 999.950012 | 4 | < 0.1% |
| 999.940002 | 6 | < 0.1% |
| 999.929993 | 5 | < 0.1% |
| 999.920044 | 1 | < 0.1% |
| 999.919983 | 17 | < 0.1% |
PSAL
Real number (ℝ)
High correlation  Missing 
| Distinct | 40569 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 62263 |
| Missing (%) | 12.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.788406 |
| Minimum | -0.044 |
|---|---|
| Maximum | 131.99779 |
| Zeros | 135 |
| Zeros (%) | < 0.1% |
| Negative | 12 |
| Negative (%) | < 0.1% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | -0.044 |
|---|---|
| 5-th percentile | 34.450001 |
| Q1 | 34.7472 |
| median | 34.994999 |
| Q3 | 35.3909 |
| 95-th percentile | 36.025002 |
| Maximum | 131.99779 |
| Range | 132.04179 |
| Interquartile range (IQR) | 0.6437 |
Descriptive statistics
| Standard deviation | 2.8979601 |
|---|---|
| Coefficient of variation (CV) | 0.083302467 |
| Kurtosis | 126.83036 |
| Mean | 34.788406 |
| Median Absolute Deviation (MAD) | 0.284 |
| Skewness | -9.4832318 |
| Sum | 15206604 |
| Variance | 8.3981727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 579 | 0.1% |
| 35.001999 | 575 | 0.1% |
| 35.000999 | 556 | 0.1% |
| 34.999001 | 549 | 0.1% |
| 35.004002 | 526 | 0.1% |
| 35.002998 | 509 | 0.1% |
| 35.005001 | 508 | 0.1% |
| 34.998001 | 502 | 0.1% |
| 34.997002 | 499 | 0.1% |
| 34.993 | 497 | 0.1% |
| Other values (40559) | 431817 | |
| (Missing) | 62263 | 12.5% |
| Value | Count | Frequency (%) |
| -0.044 | 12 | < 0.1% |
| 0 | 135 | |
| 0.012 | 1 | < 0.1% |
| 0.1 | 77 | |
| 0.101 | 82 | |
| 0.102 | 110 | |
| 0.103 | 118 | |
| 0.104 | 104 | |
| 0.105 | 113 | |
| 0.106 | 130 |
| Value | Count | Frequency (%) |
| 131.997787 | 1 | |
| 131.929398 | 1 | |
| 131.613892 | 1 | |
| 131.478394 | 1 | |
| 131.403 | 1 | |
| 131.297501 | 1 | |
| 37.581001 | 1 | |
| 37.573002 | 1 | |
| 37.544998 | 1 | |
| 37.535999 | 1 |
TEMP
Real number (ℝ)
High correlation  Missing 
| Distinct | 45896 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 61897 |
| Missing (%) | 12.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.866534 |
| Minimum | 4.087 |
|---|---|
| Maximum | 31.777 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 4.087 |
|---|---|
| 5-th percentile | 6.011 |
| Q1 | 8.522 |
| median | 11.077 |
| Q3 | 15.94 |
| 95-th percentile | 25.656 |
| Maximum | 31.777 |
| Range | 27.69 |
| Interquartile range (IQR) | 7.418 |
Descriptive statistics
| Standard deviation | 5.9493922 |
|---|---|
| Coefficient of variation (CV) | 0.46239275 |
| Kurtosis | 0.30041251 |
| Mean | 12.866534 |
| Median Absolute Deviation (MAD) | 3.202 |
| Skewness | 1.0418094 |
| Sum | 5628890.1 |
| Variance | 35.395268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.884001 | 151 | < 0.1% |
| 6.48 | 123 | < 0.1% |
| 24.882 | 97 | < 0.1% |
| 24.882999 | 96 | < 0.1% |
| 24.891001 | 96 | < 0.1% |
| 6.259 | 83 | < 0.1% |
| 9.839 | 83 | < 0.1% |
| 6.079 | 83 | < 0.1% |
| 6.481 | 82 | < 0.1% |
| 9.577 | 81 | < 0.1% |
| Other values (45886) | 436508 | |
| (Missing) | 61897 | 12.4% |
| Value | Count | Frequency (%) |
| 4.087 | 1 | |
| 4.122 | 1 | |
| 4.136 | 1 | |
| 4.14 | 1 | |
| 4.144 | 1 | |
| 4.154 | 1 | |
| 4.168 | 1 | |
| 4.173 | 1 | |
| 4.176 | 1 | |
| 4.181 | 1 |
| Value | Count | Frequency (%) |
| 31.777 | 1 | |
| 31.263 | 1 | |
| 31.252001 | 1 | |
| 31.205 | 1 | |
| 31.063999 | 1 | |
| 31.042999 | 1 | |
| 31.039 | 1 | |
| 31.025 | 1 | |
| 31.017 | 1 | |
| 30.907 | 1 |
TIME_QC
Categorical
High correlation  Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.8 MiB |
| 1 | |
|---|---|
| 8 | 13978 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 485402 | |
| 8 | 13978 | 2.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 485402 | |
| 8 | 13978 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 485402 | |
| 8 | 13978 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 485402 | |
| 8 | 13978 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 485402 | |
| 8 | 13978 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 499380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 485402 | |
| 8 | 13978 | 2.8% |
TIME
Date
| Distinct | 1155 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.8 MiB |
| Minimum | 2025-08-20 01:12:05+00:00 |
|---|---|
| Maximum | 2025-09-19 22:44:20+00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
LATITUDE
Real number (ℝ)
| Distinct | 1142 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.7712651 |
| Minimum | -29.989 |
|---|---|
| Maximum | 24.73319 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 344814 |
| Negative (%) | 69.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | -29.989 |
|---|---|
| 5-th percentile | -28.003302 |
| Q1 | -22.020383 |
| median | -8.6783 |
| Q3 | 3.7272 |
| 95-th percentile | 23.475005 |
| Maximum | 24.73319 |
| Range | 54.72219 |
| Interquartile range (IQR) | 25.747583 |
Descriptive statistics
| Standard deviation | 16.388594 |
|---|---|
| Coefficient of variation (CV) | -2.420315 |
| Kurtosis | -0.95317908 |
| Mean | -6.7712651 |
| Median Absolute Deviation (MAD) | 13.17392 |
| Skewness | 0.45877008 |
| Sum | -3381434.4 |
| Variance | 268.58603 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1215726667 | 1478 | 0.3% |
| 1.052201667 | 1458 | 0.3% |
| 0.7588755 | 1441 | 0.3% |
| 16.919035 | 1436 | 0.3% |
| 17.00319317 | 1424 | 0.3% |
| 23.75949067 | 1421 | 0.3% |
| 23.11384933 | 1417 | 0.3% |
| 16.48735083 | 1409 | 0.3% |
| 23.7540785 | 1408 | 0.3% |
| 17.38521817 | 1405 | 0.3% |
| Other values (1132) | 485083 |
| Value | Count | Frequency (%) |
| -29.989 | 489 | |
| -29.9836 | 548 | |
| -29.975 | 489 | |
| -29.942 | 490 | |
| -29.9012 | 505 | |
| -29.84117667 | 292 | |
| -29.82229 | 505 | |
| -29.81628 | 505 | |
| -29.81226 | 505 | |
| -29.783 | 489 |
| Value | Count | Frequency (%) |
| 24.73319 | 499 | 0.1% |
| 24.661555 | 499 | 0.1% |
| 24.61712833 | 499 | 0.1% |
| 24.57424667 | 499 | 0.1% |
| 24.502735 | 499 | 0.1% |
| 24.49146533 | 1366 | |
| 24.43172667 | 499 | 0.1% |
| 24.43117667 | 499 | 0.1% |
| 24.41383833 | 499 | 0.1% |
| 24.40533833 | 499 | 0.1% |
LONGITUDE
Real number (ℝ)
| Distinct | 1147 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.374088 |
| Minimum | 35.69775 |
|---|---|
| Maximum | 117.00216 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.8 MiB |
Quantile statistics
| Minimum | 35.69775 |
|---|---|
| 5-th percentile | 46.1713 |
| Q1 | 60.08975 |
| median | 70.24913 |
| Q3 | 86.82716 |
| 95-th percentile | 104.49009 |
| Maximum | 117.00216 |
| Range | 81.304413 |
| Interquartile range (IQR) | 26.73741 |
Descriptive statistics
| Standard deviation | 17.727339 |
|---|---|
| Coefficient of variation (CV) | 0.24160218 |
| Kurtosis | -0.75932466 |
| Mean | 73.374088 |
| Median Absolute Deviation (MAD) | 13.25187 |
| Skewness | 0.21411904 |
| Sum | 36641552 |
| Variance | 314.25856 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 76.45284467 | 1478 | 0.3% |
| 77.40757 | 1458 | 0.3% |
| 77.14380583 | 1441 | 0.3% |
| 59.37788617 | 1436 | 0.3% |
| 58.72022183 | 1424 | 0.3% |
| 61.73529967 | 1421 | 0.3% |
| 61.69210183 | 1417 | 0.3% |
| 66.93568717 | 1409 | 0.3% |
| 61.03817733 | 1408 | 0.3% |
| 58.589684 | 1405 | 0.3% |
| Other values (1137) | 485083 |
| Value | Count | Frequency (%) |
| 35.69775 | 504 | |
| 35.7197 | 488 | |
| 35.9752 | 488 | |
| 36.30995 | 504 | |
| 36.4444 | 488 | |
| 37.54116 | 504 | |
| 38.11791 | 504 | |
| 38.24111 | 504 | |
| 38.324045 | 696 | |
| 38.37711667 | 689 |
| Value | Count | Frequency (%) |
| 117.0021633 | 56 | < 0.1% |
| 116.55347 | 55 | < 0.1% |
| 116.3798 | 56 | < 0.1% |
| 114.6765 | 498 | |
| 114.5469 | 498 | |
| 114.5448 | 498 | |
| 114.0538909 | 498 | |
| 114.0219424 | 498 | |
| 114.0083677 | 498 | |
| 112.192535 | 582 |
Interactions
Correlations
| CYCLE_NUMBER | DATA_MODE | DIRECTION | LATITUDE | LONGITUDE | N_POINTS | PLATFORM_NUMBER | POSITION_QC | PRES | PSAL | TEMP | TIME_QC | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CYCLE_NUMBER | 1.000 | 0.327 | 0.083 | -0.270 | -0.015 | 0.003 | -0.096 | 0.088 | 0.021 | -0.166 | -0.039 | 1.000 |
| DATA_MODE | 0.327 | 1.000 | 0.057 | 0.364 | 0.228 | 0.119 | 0.259 | 0.029 | 0.036 | 0.034 | 0.110 | 0.156 |
| DIRECTION | 0.083 | 0.057 | 1.000 | 0.094 | 0.089 | 0.087 | 0.102 | 0.000 | 0.014 | 0.006 | 0.039 | 0.010 |
| LATITUDE | -0.270 | 0.364 | 0.094 | 1.000 | -0.189 | 0.004 | -0.088 | 0.092 | -0.022 | 0.356 | 0.093 | 0.334 |
| LONGITUDE | -0.015 | 0.228 | 0.089 | -0.189 | 1.000 | -0.023 | 0.027 | 0.203 | 0.016 | -0.326 | -0.136 | 0.303 |
| N_POINTS | 0.003 | 0.119 | 0.087 | 0.004 | -0.023 | 1.000 | -0.023 | 0.095 | 0.007 | 0.005 | 0.000 | 0.088 |
| PLATFORM_NUMBER | -0.096 | 0.259 | 0.102 | -0.088 | 0.027 | -0.023 | 1.000 | 0.052 | -0.042 | -0.012 | 0.014 | 0.278 |
| POSITION_QC | 0.088 | 0.029 | 0.000 | 0.092 | 0.203 | 0.095 | 0.052 | 1.000 | 0.001 | 0.002 | 0.031 | 0.005 |
| PRES | 0.021 | 0.036 | 0.014 | -0.022 | 0.016 | 0.007 | -0.042 | 0.001 | 1.000 | -0.463 | -0.937 | 0.026 |
| PSAL | -0.166 | 0.034 | 0.006 | 0.356 | -0.326 | 0.005 | -0.012 | 0.002 | -0.463 | 1.000 | 0.615 | 0.017 |
| TEMP | -0.039 | 0.110 | 0.039 | 0.093 | -0.136 | 0.000 | 0.014 | 0.031 | -0.937 | 0.615 | 1.000 | 0.135 |
| TIME_QC | 1.000 | 0.156 | 0.010 | 0.334 | 0.303 | 0.088 | 0.278 | 0.005 | 0.026 | 0.017 | 0.135 | 1.000 |
Missing values
Sample
| N_POINTS | CYCLE_NUMBER | DATA_MODE | DIRECTION | PLATFORM_NUMBER | POSITION_QC | PRES | PSAL | TEMP | TIME_QC | TIME | LATITUDE | LONGITUDE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 64 | A | A | 2903145 | 1 | 1.12 | 35.519001 | 23.686001 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 1 | 1 | 64 | A | A | 2903145 | 1 | 2.04 | 35.520000 | 23.687000 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 2 | 2 | 64 | A | A | 2903145 | 1 | 3.00 | 35.520000 | 23.691999 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 3 | 3 | 64 | A | A | 2903145 | 1 | 3.96 | 35.520000 | 23.691999 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 4 | 4 | 64 | A | A | 2903145 | 1 | 4.96 | 35.520000 | 23.691999 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 5 | 5 | 64 | A | A | 2903145 | 1 | 5.96 | 35.520000 | 23.691999 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 6 | 6 | 64 | A | A | 2903145 | 1 | 6.96 | 35.520000 | 23.691999 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 7 | 7 | 64 | A | A | 2903145 | 1 | 8.00 | 35.520000 | 23.693001 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 8 | 8 | 64 | A | A | 2903145 | 1 | 8.92 | 35.520000 | 23.693001 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| 9 | 9 | 64 | A | A | 2903145 | 1 | 10.20 | 35.520000 | 23.693001 | 1 | 2025-08-20 01:12:05+00:00 | 10.98619 | 53.97337 |
| N_POINTS | CYCLE_NUMBER | DATA_MODE | DIRECTION | PLATFORM_NUMBER | POSITION_QC | PRES | PSAL | TEMP | TIME_QC | TIME | LATITUDE | LONGITUDE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 499370 | 499370 | 51 | R | A | 1902734 | 1 | 981.799988 | 35.410999 | 8.899 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499371 | 499371 | 51 | R | A | 1902734 | 1 | 983.799988 | 35.410000 | 8.889 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499372 | 499372 | 51 | R | A | 1902734 | 1 | 985.799988 | 35.409000 | 8.867 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499373 | 499373 | 51 | R | A | 1902734 | 1 | 987.799988 | 35.407001 | 8.842 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499374 | 499374 | 51 | R | A | 1902734 | 1 | 989.799988 | 35.403999 | 8.827 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499375 | 499375 | 51 | R | A | 1902734 | 1 | 991.799988 | 35.403999 | 8.819 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499376 | 499376 | 51 | R | A | 1902734 | 1 | 993.799988 | 35.402000 | 8.807 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499377 | 499377 | 51 | R | A | 1902734 | 1 | 995.799988 | 35.401001 | 8.799 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499378 | 499378 | 51 | R | A | 1902734 | 1 | 997.799988 | 35.400002 | 8.786 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |
| 499379 | 499379 | 51 | R | A | 1902734 | 1 | 999.700012 | 35.397999 | 8.769 | 1 | 2025-09-19 22:44:20+00:00 | 22.180697 | 62.012415 |